Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	569
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	57.9 KiB
Average record size in memory	104.2 B

Variable types

Numeric	13

Alerts

`mean radius` is highly overall correlated with `radius error`	High correlation
`mean smoothness` is highly overall correlated with `mean compactness` and 2 other fields	High correlation
`mean compactness` is highly overall correlated with `mean smoothness` and 4 other fields	High correlation
`mean symmetry` is highly overall correlated with `mean smoothness` and 2 other fields	High correlation
`mean fractal dimension` is highly overall correlated with `mean smoothness`	High correlation
`radius error` is highly overall correlated with `mean radius` and 2 other fields	High correlation
`compactness error` is highly overall correlated with `mean compactness` and 1 other fields	High correlation
`concave points error` is highly overall correlated with `mean compactness` and 2 other fields	High correlation
`worst symmetry` is highly overall correlated with `mean symmetry`	High correlation
`concave points error` has 13 (2.3%) zeros	Zeros

Reproduction

Analysis started	2023-05-03 19:09:16.435624
Analysis finished	2023-05-03 19:10:06.604129
Duration	50.17 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

mean radius
Real number (ℝ)

Distinct	456
Distinct (%)	80.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.127292

Minimum	6.981
Maximum	28.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	6.981
5-th percentile	9.5292
Q1	11.7
median	13.37
Q3	15.78
95-th percentile	20.576
Maximum	28.11
Range	21.129
Interquartile range (IQR)	4.08

Descriptive statistics

Standard deviation	3.5240488
Coefficient of variation (CV)	0.24944971
Kurtosis	0.84552162
Mean	14.127292
Median Absolute Deviation (MAD)	1.9
Skewness	0.94237957
Sum	8038.429
Variance	12.41892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.34	4	0.7%
11.71	3	0.5%
12.46	3	0.5%
13.05	3	0.5%
10.26	3	0.5%
13.85	3	0.5%
12.77	3	0.5%
13.17	3	0.5%
13	3	0.5%
15.46	3	0.5%
Other values (446)	538	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.981	1	0.2%
7.691	1	0.2%
7.729	1	0.2%
7.76	1	0.2%
8.196	1	0.2%
8.219	1	0.2%
8.571	1	0.2%
8.597	1	0.2%
8.598	1	0.2%
8.618	1	0.2%

Value	Count	Frequency (%)
28.11	1	0.2%
27.42	1	0.2%
27.22	1	0.2%
25.73	1	0.2%
25.22	1	0.2%
24.63	1	0.2%
24.25	1	0.2%
23.51	1	0.2%
23.29	1	0.2%
23.27	1	0.2%

mean texture
Real number (ℝ)

Distinct	479
Distinct (%)	84.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.289649

Minimum	9.71
Maximum	39.28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	9.71
5-th percentile	13.088
Q1	16.17
median	18.84
Q3	21.8
95-th percentile	27.15
Maximum	39.28
Range	29.57
Interquartile range (IQR)	5.63

Descriptive statistics

Standard deviation	4.3010358
Coefficient of variation (CV)	0.22297118
Kurtosis	0.75831897
Mean	19.289649
Median Absolute Deviation (MAD)	2.81
Skewness	0.65044954
Sum	10975.81
Variance	18.498909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.52	3	0.5%
16.85	3	0.5%
16.84	3	0.5%
19.83	3	0.5%
14.93	3	0.5%
17.46	3	0.5%
18.9	3	0.5%
15.7	3	0.5%
18.22	3	0.5%
20.22	2	0.4%
Other values (469)	540	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.71	1	0.2%
10.38	1	0.2%
10.72	1	0.2%
10.82	1	0.2%
10.89	1	0.2%
10.91	1	0.2%
10.94	1	0.2%
11.28	1	0.2%
11.79	1	0.2%
11.89	1	0.2%

Value	Count	Frequency (%)
39.28	1	0.2%
33.81	1	0.2%
33.56	1	0.2%
32.47	1	0.2%
31.12	1	0.2%
30.72	1	0.2%
30.62	1	0.2%
29.97	1	0.2%
29.81	1	0.2%
29.43	1	0.2%

mean smoothness
Real number (ℝ)

Distinct	474
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.096360281

Minimum	0.05263
Maximum	0.1634
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.05263
5-th percentile	0.075042
Q1	0.08637
median	0.09587
Q3	0.1053
95-th percentile	0.11878
Maximum	0.1634
Range	0.11077
Interquartile range (IQR)	0.01893

Descriptive statistics

Standard deviation	0.014064128
Coefficient of variation (CV)	0.14595358
Kurtosis	0.85597493
Mean	0.096360281
Median Absolute Deviation (MAD)	0.0095
Skewness	0.45632376
Sum	54.829
Variance	0.0001977997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1007	5	0.9%
0.115	4	0.7%
0.1054	4	0.7%
0.1075	4	0.7%
0.1063	3	0.5%
0.117	3	0.5%
0.1049	3	0.5%
0.1044	3	0.5%
0.1066	3	0.5%
0.1158	3	0.5%
Other values (464)	534	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05263	1	0.2%
0.06251	1	0.2%
0.06429	1	0.2%
0.06576	1	0.2%
0.06613	1	0.2%
0.06828	1	0.2%
0.06883	1	0.2%
0.06935	1	0.2%
0.0695	1	0.2%
0.06955	1	0.2%

Value	Count	Frequency (%)
0.1634	1	0.2%
0.1447	1	0.2%
0.1425	1	0.2%
0.1398	1	0.2%
0.1371	1	0.2%
0.1335	1	0.2%
0.1326	1	0.2%
0.1323	1	0.2%
0.1291	1	0.2%
0.1286	1	0.2%

mean compactness
Real number (ℝ)

Distinct	537
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10434098

Minimum	0.01938
Maximum	0.3454
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.01938
5-th percentile	0.04066
Q1	0.06492
median	0.09263
Q3	0.1304
95-th percentile	0.2087
Maximum	0.3454
Range	0.32602
Interquartile range (IQR)	0.06548

Descriptive statistics

Standard deviation	0.052812758
Coefficient of variation (CV)	0.50615545
Kurtosis	1.6501305
Mean	0.10434098
Median Absolute Deviation (MAD)	0.03263
Skewness	1.190123
Sum	59.37002
Variance	0.0027891874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1147	3	0.5%
0.1206	3	0.5%
0.07698	2	0.4%
0.05743	2	0.4%
0.03834	2	0.4%
0.1516	2	0.4%
0.1117	2	0.4%
0.1111	2	0.4%
0.2087	2	0.4%
0.1047	2	0.4%
Other values (527)	547	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01938	1	0.2%
0.02344	1	0.2%
0.0265	1	0.2%
0.02675	1	0.2%
0.03116	1	0.2%
0.03212	1	0.2%
0.03393	1	0.2%
0.03398	1	0.2%
0.03454	1	0.2%
0.03515	1	0.2%

Value	Count	Frequency (%)
0.3454	1	0.2%
0.3114	1	0.2%
0.2867	1	0.2%
0.2839	1	0.2%
0.2832	1	0.2%
0.2776	1	0.2%
0.277	1	0.2%
0.2768	1	0.2%
0.2665	1	0.2%
0.2576	1	0.2%

mean symmetry
Real number (ℝ)

Distinct	432
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18116186

Minimum	0.106
Maximum	0.304
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.106
5-th percentile	0.1415
Q1	0.1619
median	0.1792
Q3	0.1957
95-th percentile	0.23072
Maximum	0.304
Range	0.198
Interquartile range (IQR)	0.0338

Descriptive statistics

Standard deviation	0.027414281
Coefficient of variation (CV)	0.15132479
Kurtosis	1.287933
Mean	0.18116186
Median Absolute Deviation (MAD)	0.0171
Skewness	0.72560897
Sum	103.0811
Variance	0.00075154282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1714	4	0.7%
0.1769	4	0.7%
0.1893	4	0.7%
0.1601	4	0.7%
0.1717	4	0.7%
0.1861	3	0.5%
0.1966	3	0.5%
0.1925	3	0.5%
0.1506	3	0.5%
0.1739	3	0.5%
Other values (422)	534	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.106	1	0.2%
0.1167	1	0.2%
0.1203	1	0.2%
0.1215	1	0.2%
0.122	1	0.2%
0.1274	1	0.2%
0.1305	1	0.2%
0.1308	1	0.2%
0.1337	1	0.2%
0.1339	1	0.2%

Value	Count	Frequency (%)
0.304	1	0.2%
0.2906	1	0.2%
0.2743	1	0.2%
0.2678	1	0.2%
0.2655	1	0.2%
0.2597	1	0.2%
0.2595	1	0.2%
0.2569	1	0.2%
0.2556	1	0.2%
0.2548	1	0.2%

mean fractal dimension
Real number (ℝ)

Distinct	499
Distinct (%)	87.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06279761

Minimum	0.04996
Maximum	0.09744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.04996
5-th percentile	0.053926
Q1	0.0577
median	0.06154
Q3	0.06612
95-th percentile	0.07609
Maximum	0.09744
Range	0.04748
Interquartile range (IQR)	0.00842

Descriptive statistics

Standard deviation	0.0070603628
Coefficient of variation (CV)	0.11243044
Kurtosis	3.0058921
Mean	0.06279761
Median Absolute Deviation (MAD)	0.00422
Skewness	1.3044888
Sum	35.73184
Variance	4.9848723 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06113	3	0.5%
0.05913	3	0.5%
0.05907	3	0.5%
0.05667	3	0.5%
0.06782	3	0.5%
0.05866	2	0.4%
0.0602	2	0.4%
0.05674	2	0.4%
0.06412	2	0.4%
0.06019	2	0.4%
Other values (489)	544	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04996	1	0.2%
0.05024	1	0.2%
0.05025	1	0.2%
0.05044	1	0.2%
0.05054	1	0.2%
0.05096	1	0.2%
0.05176	1	0.2%
0.05177	1	0.2%
0.05185	1	0.2%
0.05223	1	0.2%

Value	Count	Frequency (%)
0.09744	1	0.2%
0.09575	1	0.2%
0.09502	1	0.2%
0.09296	1	0.2%
0.0898	1	0.2%
0.08743	1	0.2%
0.0845	1	0.2%
0.08261	1	0.2%
0.08243	1	0.2%
0.08142	1	0.2%

radius error
Real number (ℝ)

Distinct	540
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40517206

Minimum	0.1115
Maximum	2.873
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.1115
5-th percentile	0.1601
Q1	0.2324
median	0.3242
Q3	0.4789
95-th percentile	0.95952
Maximum	2.873
Range	2.7615
Interquartile range (IQR)	0.2465

Descriptive statistics

Standard deviation	0.27731273
Coefficient of variation (CV)	0.68443203
Kurtosis	17.686726
Mean	0.40517206
Median Absolute Deviation (MAD)	0.106
Skewness	3.0886122
Sum	230.5429
Variance	0.076902352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.286	3	0.5%
0.2204	3	0.5%
0.2684	2	0.4%
0.2239	2	0.4%
0.1601	2	0.4%
0.2957	2	0.4%
0.2562	2	0.4%
0.163	2	0.4%
0.403	2	0.4%
0.306	2	0.4%
Other values (530)	547	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1115	1	0.2%
0.1144	1	0.2%
0.1153	1	0.2%
0.1166	1	0.2%
0.1186	1	0.2%
0.1194	1	0.2%
0.1199	1	0.2%
0.121	1	0.2%
0.1267	1	0.2%
0.1302	1	0.2%

Value	Count	Frequency (%)
2.873	1	0.2%
2.547	1	0.2%
1.509	1	0.2%
1.37	1	0.2%
1.296	1	0.2%
1.292	1	0.2%
1.291	1	0.2%
1.215	1	0.2%
1.214	1	0.2%
1.207	1	0.2%

texture error
Real number (ℝ)

Distinct	519
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2168534

Minimum	0.3602
Maximum	4.885
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.3602
5-th percentile	0.54014
Q1	0.8339
median	1.108
Q3	1.474
95-th percentile	2.212
Maximum	4.885
Range	4.5248
Interquartile range (IQR)	0.6401

Descriptive statistics

Standard deviation	0.55164839
Coefficient of variation (CV)	0.45334005
Kurtosis	5.3491687
Mean	1.2168534
Median Absolute Deviation (MAD)	0.3153
Skewness	1.6464438
Sum	692.3896
Variance	0.30431595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.15	3	0.5%
1.35	3	0.5%
1.268	3	0.5%
0.8561	3	0.5%
1.016	2	0.4%
1.194	2	0.4%
1.095	2	0.4%
0.9209	2	0.4%
1.041	2	0.4%
1.216	2	0.4%
Other values (509)	545	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3602	1	0.2%
0.3621	1	0.2%
0.3628	1	0.2%
0.3871	1	0.2%
0.3981	1	0.2%
0.4064	1	0.2%
0.4125	1	0.2%
0.4334	1	0.2%
0.4336	1	0.2%
0.4402	1	0.2%

Value	Count	Frequency (%)
4.885	1	0.2%
3.896	1	0.2%
3.647	1	0.2%
3.568	1	0.2%
3.12	1	0.2%
2.927	1	0.2%
2.91	1	0.2%
2.904	1	0.2%
2.878	1	0.2%
2.836	1	0.2%

smoothness error
Real number (ℝ)

Distinct	547
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0070409789

Minimum	0.001713
Maximum	0.03113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.001713
5-th percentile	0.0036902
Q1	0.005169
median	0.00638
Q3	0.008146
95-th percentile	0.012644
Maximum	0.03113
Range	0.029417
Interquartile range (IQR)	0.002977

Descriptive statistics

Standard deviation	0.0030025179
Coefficient of variation (CV)	0.42643473
Kurtosis	10.46984
Mean	0.0070409789
Median Absolute Deviation (MAD)	0.001451
Skewness	2.3144501
Sum	4.006317
Variance	9.015114 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006399	2	0.4%
0.01052	2	0.4%
0.01291	2	0.4%
0.007189	2	0.4%
0.005298	2	0.4%
0.01038	2	0.4%
0.007595	2	0.4%
0.007803	2	0.4%
0.00508	2	0.4%
0.00604	2	0.4%
Other values (537)	549	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001713	1	0.2%
0.002667	1	0.2%
0.002826	1	0.2%
0.002838	1	0.2%
0.002866	1	0.2%
0.002887	1	0.2%
0.003139	1	0.2%
0.003169	1	0.2%
0.003245	1	0.2%
0.003265	1	0.2%

Value	Count	Frequency (%)
0.03113	1	0.2%
0.02333	1	0.2%
0.02177	1	0.2%
0.02075	1	0.2%
0.01835	1	0.2%
0.01736	1	0.2%
0.01721	1	0.2%
0.01604	1	0.2%
0.01582	1	0.2%
0.01574	1	0.2%

compactness error
Real number (ℝ)

Distinct	541
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.025478139

Minimum	0.002252
Maximum	0.1354
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.002252
5-th percentile	0.0078922
Q1	0.01308
median	0.02045
Q3	0.03245
95-th percentile	0.060578
Maximum	0.1354
Range	0.133148
Interquartile range (IQR)	0.01937

Descriptive statistics

Standard deviation	0.017908179
Coefficient of variation (CV)	0.70288413
Kurtosis	5.1062525
Mean	0.025478139
Median Absolute Deviation (MAD)	0.00876
Skewness	1.9022207
Sum	14.497061
Variance	0.00032070289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01812	3	0.5%
0.0231	3	0.5%
0.01104	3	0.5%
0.02431	2	0.4%
0.01203	2	0.4%
0.03055	2	0.4%
0.0118	2	0.4%
0.01395	2	0.4%
0.01646	2	0.4%
0.02219	2	0.4%
Other values (531)	546	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002252	1	0.2%
0.003012	1	0.2%
0.00371	1	0.2%
0.003746	1	0.2%
0.00466	1	0.2%
0.004693	1	0.2%
0.004711	1	0.2%
0.004883	1	0.2%
0.004899	1	0.2%
0.00493	1	0.2%

Value	Count	Frequency (%)
0.1354	1	0.2%
0.1064	1	0.2%
0.1006	1	0.2%
0.09806	1	0.2%
0.09586	1	0.2%
0.09368	1	0.2%
0.08808	1	0.2%
0.08668	1	0.2%
0.08606	1	0.2%
0.08555	1	0.2%

concave points error
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	507
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011796137

Minimum	0
Maximum	0.05279
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0038308
Q1	0.007638
median	0.01093
Q3	0.01471
95-th percentile	0.022884
Maximum	0.05279
Range	0.05279
Interquartile range (IQR)	0.007072

Descriptive statistics

Standard deviation	0.0061702852
Coefficient of variation (CV)	0.52307676
Kurtosis	5.1263019
Mean	0.011796137
Median Absolute Deviation (MAD)	0.003485
Skewness	1.4446781
Sum	6.712002
Variance	3.8072419 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.01167	3	0.5%
0.0111	3	0.5%
0.01499	3	0.5%
0.01004	2	0.4%
0.01067	2	0.4%
0.005495	2	0.4%
0.01011	2	0.4%
0.01196	2	0.4%
0.01155	2	0.4%
Other values (497)	535	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	2.3%
0.001852	1	0.2%
0.002386	1	0.2%
0.002404	1	0.2%
0.002924	1	0.2%
0.002941	1	0.2%
0.003125	1	0.2%
0.003242	1	0.2%
0.003333	1	0.2%
0.00339	1	0.2%

Value	Count	Frequency (%)
0.05279	1	0.2%
0.0409	1	0.2%
0.03927	1	0.2%
0.03487	1	0.2%
0.03441	1	0.2%
0.03322	1	0.2%
0.03024	1	0.2%
0.02919	1	0.2%
0.02853	1	0.2%
0.02801	1	0.2%

symmetry error
Real number (ℝ)

Distinct	498
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020542299

Minimum	0.007882
Maximum	0.07895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.007882
5-th percentile	0.011758
Q1	0.01516
median	0.01873
Q3	0.02348
95-th percentile	0.034988
Maximum	0.07895
Range	0.071068
Interquartile range (IQR)	0.00832

Descriptive statistics

Standard deviation	0.0082663715
Coefficient of variation (CV)	0.40240733
Kurtosis	7.8961298
Mean	0.020542299
Median Absolute Deviation (MAD)	0.00393
Skewness	2.1951329
Sum	11.688568
Variance	6.8332898 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01344	4	0.7%
0.02045	3	0.5%
0.01884	3	0.5%
0.01647	3	0.5%
0.0187	3	0.5%
0.01897	3	0.5%
0.01454	3	0.5%
0.01536	3	0.5%
0.01924	3	0.5%
0.01263	2	0.4%
Other values (488)	539	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.007882	1	0.2%
0.009539	1	0.2%
0.009947	1	0.2%
0.01013	1	0.2%
0.01029	1	0.2%
0.01054	1	0.2%
0.01055	1	0.2%
0.01057	1	0.2%
0.01062	1	0.2%
0.01065	2	0.4%

Value	Count	Frequency (%)
0.07895	1	0.2%
0.06146	1	0.2%
0.05963	1	0.2%
0.05628	1	0.2%
0.05543	1	0.2%
0.05333	1	0.2%
0.05168	1	0.2%
0.05113	1	0.2%
0.05014	1	0.2%
0.04783	1	0.2%

worst symmetry
Real number (ℝ)

Distinct	500
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29007557

Minimum	0.1565
Maximum	0.6638
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 KiB

Quantile statistics

Minimum	0.1565
5-th percentile	0.2127
Q1	0.2504
median	0.2822
Q3	0.3179
95-th percentile	0.40616
Maximum	0.6638
Range	0.5073
Interquartile range (IQR)	0.0675

Descriptive statistics

Standard deviation	0.061867468
Coefficient of variation (CV)	0.21328052
Kurtosis	4.4445595
Mean	0.29007557
Median Absolute Deviation (MAD)	0.0342
Skewness	1.4339278
Sum	165.053
Variance	0.0038275835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2226	3	0.5%
0.2369	3	0.5%
0.2972	3	0.5%
0.3196	3	0.5%
0.3109	3	0.5%
0.2383	3	0.5%
0.2268	2	0.4%
0.3103	2	0.4%
0.2576	2	0.4%
0.2849	2	0.4%
Other values (490)	543	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1565	1	0.2%
0.1566	1	0.2%
0.1603	1	0.2%
0.1648	1	0.2%
0.1652	1	0.2%
0.1712	1	0.2%
0.1783	2	0.4%
0.1811	1	0.2%
0.1859	1	0.2%
0.189	1	0.2%

Value	Count	Frequency (%)
0.6638	1	0.2%
0.5774	1	0.2%
0.5558	1	0.2%
0.544	1	0.2%
0.5166	1	0.2%
0.4882	1	0.2%
0.4863	1	0.2%
0.4824	1	0.2%
0.4761	1	0.2%
0.4753	1	0.2%

Auto

Heatmap
Table

	mean radius	mean texture	mean smoothness	mean compactness	mean symmetry	mean fractal dimension	radius error	texture error	smoothness error	compactness error	concave points error	symmetry error	worst symmetry
mean radius	1.000	0.341	0.149	0.498	0.120	-0.350	0.550	-0.144	-0.326	0.265	0.411	-0.241	0.175
mean texture	0.341	1.000	0.025	0.266	0.110	-0.059	0.364	0.451	0.037	0.264	0.239	0.009	0.121
mean smoothness	0.149	0.025	1.000	0.679	0.542	0.588	0.334	0.091	0.339	0.392	0.439	0.151	0.394
mean compactness	0.498	0.266	0.679	1.000	0.552	0.499	0.507	0.048	0.127	0.818	0.732	0.098	0.450
mean symmetry	0.120	0.110	0.542	0.552	1.000	0.428	0.338	0.139	0.206	0.436	0.383	0.384	0.710
mean fractal dimension	-0.350	-0.059	0.588	0.499	0.428	1.000	0.001	0.157	0.402	0.481	0.286	0.314	0.295
radius error	0.550	0.364	0.334	0.507	0.338	0.001	1.000	0.310	0.223	0.428	0.596	0.240	0.147
texture error	-0.144	0.451	0.091	0.048	0.139	0.157	0.310	1.000	0.444	0.230	0.261	0.389	-0.120
smoothness error	-0.326	0.037	0.339	0.127	0.206	0.402	0.223	0.444	1.000	0.285	0.345	0.474	-0.067
compactness error	0.265	0.264	0.392	0.818	0.436	0.481	0.428	0.230	0.285	1.000	0.764	0.273	0.266
concave points error	0.411	0.239	0.439	0.732	0.383	0.286	0.596	0.261	0.345	0.764	1.000	0.262	0.133
symmetry error	-0.241	0.009	0.151	0.098	0.384	0.314	0.240	0.389	0.474	0.273	0.262	1.000	0.283
worst symmetry	0.175	0.121	0.394	0.450	0.710	0.295	0.147	-0.120	-0.067	0.266	0.133	0.283	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	mean radius	mean texture	mean smoothness	mean compactness	mean symmetry	mean fractal dimension	radius error	texture error	smoothness error	compactness error	concave points error	symmetry error	worst symmetry
0	17.99	10.38	0.11840	0.27760	0.2419	0.07871	1.0950	0.9053	0.006399	0.04904	0.01587	0.03003	0.4601
1	20.57	17.77	0.08474	0.07864	0.1812	0.05667	0.5435	0.7339	0.005225	0.01308	0.01340	0.01389	0.2750
2	19.69	21.25	0.10960	0.15990	0.2069	0.05999	0.7456	0.7869	0.006150	0.04006	0.02058	0.02250	0.3613
3	11.42	20.38	0.14250	0.28390	0.2597	0.09744	0.4956	1.1560	0.009110	0.07458	0.01867	0.05963	0.6638
4	20.29	14.34	0.10030	0.13280	0.1809	0.05883	0.7572	0.7813	0.011490	0.02461	0.01885	0.01756	0.2364
5	12.45	15.70	0.12780	0.17000	0.2087	0.07613	0.3345	0.8902	0.007510	0.03345	0.01137	0.02165	0.3985
6	18.25	19.98	0.09463	0.10900	0.1794	0.05742	0.4467	0.7732	0.004314	0.01382	0.01039	0.01369	0.3063
7	13.71	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.03029	0.01448	0.01486	0.3196
8	13.00	21.82	0.12730	0.19320	0.2350	0.07389	0.3063	1.0020	0.005731	0.03502	0.01226	0.02143	0.4378
9	12.46	24.04	0.11860	0.23960	0.2030	0.08243	0.2976	1.5990	0.007149	0.07217	0.01432	0.01789	0.4366

	mean radius	mean texture	mean smoothness	mean compactness	mean symmetry	mean fractal dimension	radius error	texture error	smoothness error	compactness error	concave points error	symmetry error	worst symmetry
559	11.51	23.93	0.09261	0.10210	0.1388	0.06570	0.2388	2.904	0.008200	0.029820	0.01267	0.01488	0.2112
560	14.05	27.15	0.09929	0.11260	0.1537	0.06171	0.3645	1.492	0.007256	0.026780	0.01626	0.02080	0.2250
561	11.20	29.37	0.07449	0.03558	0.1060	0.05502	0.3141	3.896	0.007594	0.008878	0.00000	0.01989	0.1566
562	15.22	30.62	0.10480	0.20870	0.2128	0.07152	0.2602	1.205	0.004625	0.048440	0.01608	0.02137	0.4089
563	20.92	25.09	0.10990	0.22360	0.2149	0.06879	0.9622	1.026	0.006399	0.043100	0.02624	0.02057	0.2929
564	21.56	22.39	0.11100	0.11590	0.1726	0.05623	1.1760	1.256	0.010300	0.028910	0.02454	0.01114	0.2060
565	20.13	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.463	0.005769	0.024230	0.01678	0.01898	0.2572
566	16.60	28.08	0.08455	0.10230	0.1590	0.05648	0.4564	1.075	0.005903	0.037310	0.01557	0.01318	0.2218
567	20.60	29.33	0.11780	0.27700	0.2397	0.07016	0.7260	1.595	0.006522	0.061580	0.01664	0.02324	0.4087
568	7.76	24.54	0.05263	0.04362	0.1587	0.05884	0.3857	1.428	0.007189	0.004660	0.00000	0.02676	0.2871

Overview

Variables

Interactions

Correlations

Missing values

Sample